Data Scientist
HOUSTON-77011, TX, US
01/24/2019
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Required Skills
Company
Infinity Consulting Solutions, Inc
Experience
5 to 7 Year(s)
Job Description
We are seeking an image data/computer vision scientist to join our mature, multidisciplinary team of data scientists, data physicists and software engineering experts to support the visualization of data derived from unconventional exploration and production processes.
A strong understanding of unconventional petroleum systems characterization is highly desirable, but not required.
Education/Skills
Advanced degree (MS or Ph.D.) in computer science, computational science, GIS, math or a related field from an accredited college or university in an associated technical discipline
Knowledge of statistical modeling and machine learning techniques
Ability to work with complex data sets and analyze the relationships between and among those data sets
Contemporary knowledge of machine learning algorithms (i.e. convolutional neural networks, random forest classifiers) and computer vision algorithms (i.e. 3D histogram matching, k-means clustering and image fingerprinting) to do image classification, object detection, and semantic segmentation and potentially enable automated feature recognition
Strong knowledge of applied computer vision and machine learning techniques on modalities such as CT, X-Ray, etc. and on unstructured data sources
Experience with at least one deep learning framework (keras, tensorflow, pytorch, caffe, etc.) would be very helpful
Programming skills (Java/J2EE, C++, Python) and experience with software systems architecture, web services, web applications, and current software development tools, technologies and frameworks, such as Hadoop, Spark, MongoDB, Git, and Jenkins
Front-end / GUI experience with AngularJS, CSS, HTML and JavaScript
Knowledge of image processing and GIS applications (i.e. Cesium, ArcGIS, ArcIMS, ENVI/IDL, ERDAS Imagine, Generic Mapping Tools, etc.) and database software, imagery interpretation/analysis would be highly relevant
Experience
Minimum of 5-7 years of image/computer vision data science related work, with at least 3 years in an industry research and development type role
Demonstrated experience in bringing complex and innovative data science products from ideation to production, including participation in customer meetings and presentations
Demonstrated ability to use scientific understanding of the physical world to constrain a problem space and arrive at optimal solutions quickly
Expertise in geomodelling grids and geo-statistics methods would be very helpful
Experience with rock physics, geo-mechanics, well log interpretation and geologic facies classification also would be very helpful
Data Analytics
Information Technology
No Preference
FullTime Job
Other
1
Candidate Requirements
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Bachelors
Walkin Information
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Recruiter Details
Doug Klares
1350 Broadway, Suite 2205,
NEW YORK-10018, NY,
US
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